Food addiction is a common term used in everyday language by obese patients. Although the neurobiological evidence points to some similarities between addictive mechanisms and the consumption of certain foods, this diagnosis is not yet officially recognized. After a brief history of food addiction compared to other eating disorders, we review the neurobiological processes underlying this concept. A food addiction assessment tool is presented and discussed with the current literature and new classifications of the DSM-5. The concept of food addiction needs to be rethought and requires further research.